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Objective: this study addresses a gap in the literature by providing a taxonomy of startup profiles in the equity crowdfunding (ECF) market, analyzing their financial performance from an accounting perspective. Methods: using cluster analysis, t-SNE dimensionality reduction, cross-tabulations, and regression trees, we classified 37 equity offers from six platforms (2017–2020). The proposed taxonomy distinguishes two groups: operational performance,...